{"id":7644,"date":"2025-10-21T04:19:00","date_gmt":"2025-10-20T19:19:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7644"},"modified":"2025-10-18T16:24:40","modified_gmt":"2025-10-18T07:24:40","slug":"llms-as-scalable-general-purpose-simulators-for-evolving-digital-agent-training","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7644","title":{"rendered":"LLMs as Scalable, General-Purpose Simulators For Evolving Digital Agent Training"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>LLMs as Scalable, General-Purpose Simulators For Evolving Digital Agent Training\u00a0<\/strong>[55.7]<br>\u69cb\u9020\u5316\u3055\u308c\u305fUI\u72b6\u614b\u3068\u9077\u79fb\u3092\u751f\u6210\u3059\u308b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u5c0e\u5165\u3057\u3001\u5927\u898f\u6a21\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c8\u30e9\u30b8\u30a7\u30af\u30c8\u30ea\u3092\u5408\u6210\u3059\u308b\u3002 \u3053\u306e\u30d1\u30e9\u30c0\u30a4\u30e0\u306f\u3001\u591a\u69d8\u306aUI\u72b6\u614b\u306e\u305f\u3081\u306e\u30c7\u30b8\u30bf\u30eb\u30ef\u30fc\u30eb\u30c9\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u3001\u30b3\u30d2\u30fc\u30ec\u30f3\u30c8\u63a2\u7d22\u306e\u305f\u3081\u306e\u30ac\u30a4\u30c9\u4ed8\u304d\u30ed\u30fc\u30eb\u30a2\u30a6\u30c8\u30d7\u30ed\u30bb\u30b9\u3001\u8ecc\u9053\u30e9\u30c3\u30d1\u30fc\u3092\u7d71\u5408\u3057\u3066\u3044\u308b\u3002 WebArena\u3068AndroidWorld\u306e\u5b9f\u9a13\u3067\u306f\u3001UI-Simulator\u306f\u5b9f\u969b\u306eUI\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u7af6\u5408\u3059\u308b\u304b\u3001\u3042\u308b\u3044\u306f\u8d85\u8d8a\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.14969v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.14969v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 16 Oct 2025 17:59:38 GMT)<\/li>\n\n\n\n<li>\u300cWe introduced UI-Simulator, a scalable trajectory synthesis paradigm that uses LLM-based digital world simulators to synthesize diverse UI trajectories at scale through multi-step simulation, guided rollouts, and final trajectory wrapping.\u300d\u3068GUI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u7bc9\u306b\u6d3b\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u5408\u6210\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/WadeYin9712\/UI-Simulator\">GitHub &#8211; WadeYin9712\/UI-Simulator: Code for \ud83c\udf0d UI-Simulator: LLMs as Scalable, General-Purpose Simulators For Evolving Digital Agent Training<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[181,390],"class_list":["post-7644","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-gui-agent","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7644","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7644"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7644\/revisions"}],"predecessor-version":[{"id":7645,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7644\/revisions\/7645"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7644"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7644"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7644"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}